Data Science & ML Claude 스킬

Claude Batch Processing

Optimizes high-volume workloads by leveraging Anthropic's Message Batches API for 50% cost savings on non-time-sensitive tasks.

Gas-Fertilizer Shock Analyst

Verifies causal narratives between natural gas price surges and fertilizer market disruptions using automated statistical analysis.

Document Citations & RAG

Implements robust document attribution and Retrieval-Augmented Generation (RAG) patterns for verifiable AI responses.

Local LLM & Home Assistant Integration

Integrates local Large Language Models with Home Assistant and Ollama for private, high-performance smart home automation.

Fear-of-Falling QC Summarizer

Aggregates K18 quality control artifacts into comprehensive summary reports while maintaining project manifests.

Demographic Fiscal Trap Analyzer

Analyzes the intersection of aging populations and sovereign debt to quantify fiscal vulnerability and potential currency dilution paths.

Copper Inventory Signal Analyzer

Analyzes copper inventory rebuild speeds and historical price percentiles to identify market peaks and long-term valuation opportunities.

Palladium-Silver Lead-Lag Detector

Analyzes cross-metal correlations between Palladium and Silver to confirm trend turning points and identify failed price moves.

Market ATR Squeeze Detector

Analyzes asset volatility using normalized ATR% to identify high-risk 'squeeze' regimes and provide actionable risk management adjustments.

Precious Metal Miner Margin Analyzer

Calculates gross margin proxies for gold and silver miners to evaluate industry profitability and historical valuation cycles.

Experiment Retrospective & Insight Extractor

Distills experiment reports and logs into actionable project skills and troubleshooting documentation.

LLM Evaluation Framework

Implements rigorous evaluation strategies for LLM applications using automated metrics, human-in-the-loop feedback, and systematic benchmarking.

Context Degradation & Engineering

Diagnose and mitigate performance loss in agentic systems caused by large, conflicting, or poisoned context windows.

Yanex Experiment Tracking

Streamlines the execution, management, and analysis of machine learning experiments using a lightweight, Git-aware Python framework.

Context Engineering Fundamentals

Master the core principles and mechanics of context management to build more efficient and accurate AI agent architectures.

RAG Implementation Guide

Builds sophisticated Retrieval-Augmented Generation systems to ground LLM applications with proprietary data and external knowledge.

ServiceX for ATLAS xAOD

Generates and optimizes ServiceX queries in func_adl for analyzing ATLAS xAOD high-energy physics data.

LLM Application Evaluation

Implement comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and benchmarking.

Investment Clock Rotation Analyzer

Analyzes macroeconomic trends by mapping earnings growth and financial conditions onto a four-quadrant investment clock model.

Copper Supply Risk Analyzer

Quantifies global copper supply concentration and structural risks using automated data scraping and Bloomberg-style visualizations.

Amazon Bedrock Multi-Agent Orchestrator

Orchestrates complex multi-agent systems on AWS using the Bedrock AgentCore Agent-to-Agent (A2A) protocol.

Zeberg-Salomon Economic Rotator

Builds macro-economic models using leading and coincident indicators to automate Risk-On/Risk-Off switching strategies.

Agri Hedge Fund Positioning Tracker

Quantifies hedge fund capital flows in agricultural commodity markets using CFTC COT data and macro sentiment indicators.

Excel & Spreadsheet Expert

Creates, edits, and analyzes sophisticated Excel spreadsheets with advanced formula support and industry-standard financial formatting.

RAG Implementation

Implements Retrieval-Augmented Generation (RAG) systems with vector databases and semantic search to build grounded, knowledge-aware AI applications.

Prompt Engineering Patterns

Optimizes LLM performance and reliability through advanced techniques like few-shot learning, chain-of-thought reasoning, and modular prompt templates.

Excel & Spreadsheet Mastery

Enables professional spreadsheet creation, data analysis, and financial modeling with rigorous formula verification and industry-standard formatting.

Advanced Excel & Spreadsheet Management

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and industry-standard financial modeling conventions.

Yield Spread Sector Forecaster

Forecasts relative performance between growth and defensive sectors using US Treasury yield curves as a leading indicator.

LLM Evaluation Suite

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and LLM-as-judge patterns.